# Filed Under #cooperation

Dec 12, 2021

### Connection between replicator dynamics, Bernstein polynomials, and Bezier curves

Archetti (2018) provides a neat way to characterise the replicator dynamics of two-strategy nonlinear public goods games with random group formation. The purpose of this blog post is to use their paper to teach myself more about the topic. Archetti (2018) considered replicator dynamics in a population of producers (cooperators) and defectors. The probability that \(i\) of the \(n-1\) other members in your group are cooperators is \[p_{i,n-1}(x) = { n-1 \choose i } x^i (1-x)^{n-1-i}\] where \(x\) is the proportion of cooperators in the population. The fitnesses of cooperators and defectors are \[\begin{align} W_C &= \sum_{i=0}^{n-1} p_{i,n-1}(x) b(i+1) -...Nov 18, 2021

### Cooperation and maladaptation

Humans often cooperate in experimental games even when it’s not the strategy that will win them the most money (Ledyard, 1995; Cadsby and Maynes, 1999). They do this in one-shot games, where there is no chance the other could punish them if they took advantage, and in games with anonymous strangers, for whom they have no material reason to care. We see this cooperative tendency typically in the initial rounds of experimental public goods games (e.g., Offerman et al. 1996), but also in real-world common-resource problems (Ostrom 2000). From a naive economic or Darwinian perspective, which expects humans to behave...Aug 23, 2021

### Combining a stake in the future with the presence of others negatively affects intergenerational cooperation

Conservationists often urge us to think about what kind of world we want to leave to future generations. But what if thinking about future generations — and about our descendants, specifically — triggers a geneological self-interest in us that can cause the environmental message to backfire? That was one of the questions raised by Chia-chen Chang’s new paper in Royal Society Open Science. The paper concerns results from a lab-based intergenerational common-pool resource game (Fischer et al. 2004, Hauser et al. 2014, Lohse et al. 2020). A common-pool resource game is a game that is designed to mimic the behaviour...May 24, 2021

### Intergenerational reciprocity and restoration

In conservation, we often talk about intergenerational equity, which is the idea that we should behave sustainably out of fairness towards future generations. However, how we treat others often depends on how we have been treated ourselves. If previous generations have over-exploited the natural resources and behaved unsustainably, will that make us feel less inclined to behave sustainably for future generations? In Chia-chen Chang’s recent paper in Sustainability Science, we explored this question using an experimental common-pool resource game. An example of a common-pool resource game The paper is specifically interested in restoration, and the key innovation was to investigate...Apr 1, 2021

### Homophily

Homophily is the principle that contact between similar people occurs at a higher rate than among dissimilar people (reviewed in McPherson et al., 2001). It is a long-established principle (see e.g., Byrne (1969), which has 1000+ citations), and is particularly well established for friendships, which have been shown to be homophilous for ethnicity, age, religion, education, and social values ([16,156–160] in Dunbar (2018)). ‘Baseline’ homophily occurs because of the demography of the potential relationship pool, and effects beyond that occur due to other factors not limited to personal preference. Homophily acts on a variety of different dimensions. The ‘Big 5’...Feb 1, 2021

### Evolutionary game theory model with homophilic imitation

The purpose of this blog post is to replicate results from Vasconcelos et al. (2014) and use it to learn about the behaviour of this kind of model: Vasconcelos, V. V., Santos, F. C., Pacheco, J. M. and Levin, S. A. (2014). Climate policies under wealth inequality, Proceedings of the National Academy of Sciences 111(6): 2212–2216. I am interested in this model because it involves homophily: it is a social learning model, but the probability of imitation depends not only on the relative payoffs between the focal player and other but also on how similar they are in wealth. Code...Oct 7, 2020

### Using n-player relatedness to model the Modern Tragedy of the Commons

In this blog post, I will use the “Modern Tragedy of the Commons” as an example for how to use Hisashi Ohtsuki’s \(n\)-player generalisation of relatedness. In a recent experimental study in Science Advances, Gross and De Dreu (2019) described the Modern Tragedy of the Commons: if people can individually solve a problem by purchasing a solution that protects themselves only, then they may prefer that to contributing to a cheaper collective solution (Fig. 1). One recent example might be the trend among wealthy Californian home-owners to hire private firefighters to defend their property from wildfires exacerbated by climate change....Aug 16, 2018

### Fixation probability of birth-death process

The goal is to understand where Eq. 2 of the Supplementary section of Sigmund et al. (2010) came from. We are considering a finite population within which individuals are pursuing different game-theoretic strategies. At each timestep, a pair of individuals is chosen at random, and they engage in a social learning process, where individual \(i\) will adopt the strategy of individual \(j\) according to a function that increases with difference in the payoff betweeen the two strategies \(P_j - P_i\), \[\frac{1}{1+\exp( -s (P_j-P_i) )}\] where \(0 \leq s < \infty\) is the imitation strength parameter. Let’s say that we have...Dec 15, 2016

### Understanding the neigbour-modulated inclusive fitness approach

The goal is to understand Equation 4.2 of Rodrigues and Kokko (2016). To understand the technique, I read through Taylor et al. (2007), and Taylor and Frank (1996), specifically examples 4, 4a and 4b. Very briefly, we begin with a matrix \(A = [w_{i,j} ]\) whose elements represent the genetic contribution of class \(j\) to class \(i\). Then for some mutant genic value \(x\), the fitness derivative is \[\frac{dW}{dx} = \sum_{i,j} v_i \frac{dw_{i,j}}{dx} u_j\] where \(\mathbf{v}\) is the left eigenvector of \(A\) and is the reproductive values, and \(\mathbf{u}\) is the right eigenvector of \(A\) and is the class frequencies....Aug 23, 2016

### Evolution of parochialism

Previously I was reading about identity in Singapore, and I found that the government project of creating a national identity is focused upon creating a cosmopolitan mindset (i.e. one of openness and tolerance of difference), and that this interacts in different ways with the two main groups of foreigners, the ‘foreign talent’ and the ‘foreign worker’. The literature review that I did there was focused upon the sociological literature and Singapore specifically. In this post I provide a summary of some reading that I have done on experiments investigating group identity using economic games. I’ve focused specifically upon parochialism in...Jul 23, 2016

### Identity in Singapore, the Internet, and connections to game theory

The following is a literature summary that I undertook as part of my broader interest in modelling social systems, using identity in Singapore as a case study. I should preface all of this by saying that the ideas below are not ‘my own’ as such, but rather my attempt to synthesise the literature and opinions of experts in Singapore. Identity in Singapore Since independence, the Singaporean government has actively worked to construct a civic national identity for the country. Three main phases can be identified (Ortmann, 2009): (1) 1965-1980s, focused primarily upon the objective of economic growth, the idea of...Mar 23, 2016